{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pickle\n",
    "\n",
    "HOME = os.getcwd()\n",
    "data_file_path = os.path.join(HOME, 'record.pkl')\n",
    "data = dict()\n",
    "\n",
    "with open(data_file_path, 'rb') as f:\n",
    "    data = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'loss vs. frames')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(data['loss'])\n",
    "plt.xlabel('frame')\n",
    "plt.ylabel('loss')\n",
    "plt.title('loss vs. frames')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2af42e7af20>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data['score'])\n",
    "\n",
    "# plot roll mean"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py_drl",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
